Facebook has open-sourced the software system used at FAIR. Detectron, obviously based on Caffe2, is a high-quality, high-performance codebase for object detection research. It's designed to be flexible in order to support rapid implementation and evaluation of novel research. Detectron includes implementations for a series of recent systems (RetinaNet, Faster R-CNN, R-FCN and more).